Knowledge Base

geoBoundaries gbOpen — African administrative divisions ADM0-ADM2. Collected from geoBoundaries (William & Mary geoLab) (academic) on a quarterly cadence. 160 records spanning 2005-01-01 to 2022-01-01, covering GMB, SLE, CPV, BFA, TGO, M...

Safety, stability and governance indices (WGI + outcome measures). Collected from World Bank Group (igo) on a annual cadence. 242 records spanning 2000-12-31 to 2024-12-31, covering BFA, BEN, NGA, NER, SEN, SLE, LBR, TGO, MRT, MLI, GNB, ...

World Bank — Balance of Payments (BPM6 components). Collected from World Bank Group (igo) on a quarterly cadence. 253 records spanning 2015-12-31 to 2025-12-31, covering GHA, SLE, MLI, NGA, SEN, BFA, TGO, LBR, BEN, GNB, NER, CIV, GIN, CP...

Natural resources — rents, extraction, land, energy, depletion (World Bank). Collected from World Bank Group (igo) on a quarterly cadence. 361 records spanning 2005-12-31 to 2025-12-31, covering GHA, NER, CIV, NGA, SEN, GMB, CPV, BFA, TG...

UCDP Georeferenced Event Dataset v26.1. Collected from Uppsala Conflict Data Program (academic) on a annual cadence. 33,439 records spanning 1989-01-01 to 2025-12-31, covering NGA, MLI, BFA, SLE, NER, LBR, CIV, SEN, TGO, GIN, BEN, GHA, M...